{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 查看当前挂载的数据集目录, 该目录下的变更重启环境后会自动还原\n",
    "# View dataset directory. \n",
    "# This directory will be recovered automatically after resetting environment. \n",
    "# !ls /home/aistudio/data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 查看工作区文件, 该目录下的变更将会持久保存. 请及时清理不必要的文件, 避免加载过慢.\n",
    "# View personal work directory. \n",
    "# All changes under this directory will be kept even after reset. \n",
    "# Please clean unnecessary files in time to speed up environment loading. \n",
    "# !ls /home/aistudio/work"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 如果需要进行持久化安装, 需要使用持久化路径, 如下方代码示例:\n",
    "# If a persistence installation is required, \n",
    "# you need to use the persistence path as the following: \n",
    "# !mkdir /home/aistudio/external-libraries\n",
    "# !pip install beautifulsoup4 -t /home/aistudio/external-libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 同时添加如下代码, 这样每次环境(kernel)启动的时候只要运行下方代码即可: \n",
    "# Also add the following code, \n",
    "# so that every time the environment (kernel) starts, \n",
    "# just run the following code: \n",
    "# import sys \n",
    "# sys.path.append('/home/aistudio/external-libraries')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# 导入包，查看图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import PIL\n",
    "import paddle\n",
    "import paddlenlp\n",
    "from paddle.vision import image_load\n",
    "import os\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "!unzip -oq /home/aistudio/data/data10954/cat_12_test.zip\n",
    "!unzip -oq /home/aistudio/data/data10954/cat_12_train.zip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=500x333 at 0x1F9BBBA7780>",
      "image/png": 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\n"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_load('cat_12_train/vHsVRxKnlhqyJYQL0FOgPiXDWt89kC5I.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": "                                                   0  1\n0  cat_12_train/8GOkTtqw7E6IHZx4olYnhzvXLCiRsUfM.jpg  0\n1  cat_12_train/hwQDH3VBabeFXISfjlWEmYicoyr6qK1p.jpg  0\n2  cat_12_train/RDgZKvM6sp3Tx9dlqiLNEVJjmcfQ0zI4.jpg  0\n3  cat_12_train/ArBRzHyphTxFS2be9XLaU58m34PudlEf.jpg  0\n4  cat_12_train/kmW7GTX6uyM2A53NBZxibYRpQnIVatCH.jpg  0",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>0</th>\n      <th>1</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>cat_12_train/8GOkTtqw7E6IHZx4olYnhzvXLCiRsUfM.jpg</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>cat_12_train/hwQDH3VBabeFXISfjlWEmYicoyr6qK1p.jpg</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>cat_12_train/RDgZKvM6sp3Tx9dlqiLNEVJjmcfQ0zI4.jpg</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>cat_12_train/ArBRzHyphTxFS2be9XLaU58m34PudlEf.jpg</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>cat_12_train/kmW7GTX6uyM2A53NBZxibYRpQnIVatCH.jpg</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train = pd.read_csv(r'train_list.txt',header=None,sep='\\t')\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#将测试集的图片也转换为路径\n",
    "test_path = r'cat_12_test'\n",
    "test_dir_name = os.listdir(test_path)\n",
    "with open(r'test_list.txt','w') as f:\n",
    "    for name in test_dir_name:\n",
    "        address_1 = os.path.join(test_path,name)\n",
    "        f.write(address_1+'\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": "                                                  0\n0  cat_12_test\\06yUTYIeaRsE782Ou5dh1NPzm9XpkBoL.jpg\n1  cat_12_test\\0inVXMEgaBO4Fcrhdj9bkLvHzN71yTuI.jpg\n2  cat_12_test\\0l8jL4ROZqzBYXeGH3fFyxPCJEs2togc.jpg\n3  cat_12_test\\0vqnOQ8N7JfRxYLuHWG5BKiwb3ltMkg1.jpg\n4  cat_12_test\\1nvK0pif9zLc74MCeYrOyqx6ZVQ3EGNH.jpg",
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     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test = pd.read_csv(r'test_list.txt',header=None)\n",
    "test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from paddle.vision.transforms import ColorJitter,resize,RandomRotation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "color_transform = ColorJitter(0.4,0.4,0.4,0.4)\n",
    "rotate = RandomRotation(180)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#定义数据集\n",
    "class dataset_1(paddle.io.IterableDataset):\n",
    "    def __init__(self,sample,start,end,mode,rotate,color_transform):\n",
    "        self.size = (200,200)\n",
    "        self.start = start\n",
    "        self.end = end\n",
    "        self.mode = mode\n",
    "        self.rotate = rotate\n",
    "        self.color_transform = color_transform\n",
    "        if self.mode != 'test':\n",
    "            self.image_path = sample[0]\n",
    "            self.image_label = sample[1]\n",
    "        else :\n",
    "            self.image_path = sample[0]\n",
    "    def __iter__(self):\n",
    "        for i in range(self.start,self.end):\n",
    "            image = image_load(self.image_path.iloc[i]).convert('RGB')\n",
    "            image = image.resize(self.size,resample=0)\n",
    "\n",
    "            if self.mode == 'train':\n",
    "                seed_1 = np.random.randint(0,2)     #让输出的图片有可能是原图，不让原图的特征丢失\n",
    "                if seed_1 == 0 :\n",
    "                    out = self.color_transform(image)\n",
    "                    out = self.rotate(out)\n",
    "                else :\n",
    "                    out = image\n",
    "                out = np.array(out,dtype='float32')/255\n",
    "                out = np.transpose(out,(2,0,1))\n",
    "                y = np.array(self.image_label.iloc[i],dtype='int64')\n",
    "                yield out , y\n",
    "\n",
    "            elif self.mode =='valid':\n",
    "                out = image\n",
    "                out = np.array(out,dtype='float32')/255\n",
    "                out = np.transpose(out,(2,0,1))\n",
    "                y = np.array(self.image_label.iloc[i],dtype='int64')\n",
    "                yield out , y\n",
    "\n",
    "            elif self.mode == 'test':\n",
    "                out = image\n",
    "                out = np.array(out,dtype='float32')/255\n",
    "                out = np.transpose(out,(2,0,1))\n",
    "                yield out\n",
    "            \n",
    "            else :\n",
    "                print('请输入正确的模式[''train'',''test'',''valid'']')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "outputs": [],
   "source": [
    "class S_data(dataset_1):\n",
    "    def __init__(self,sample,start,end,mode,rotate,color_transform,span_size):\n",
    "        super().__init__(sample,start,end,mode,rotate,color_transform)\n",
    "        self.span_size = span_size\n",
    "\n",
    "    def __iter__(self):\n",
    "        for i in range(self.start,self.end):\n",
    "            image = image_load(self.image_path.iloc[i]).convert('RGB')\n",
    "            image = image.resize(self.size,resample=0)\n",
    "\n",
    "            if self.mode == 'train':\n",
    "                for i in range(self.span_size):\n",
    "                    seed_1 = np.random.randint(0,2)     #让输出的图片有可能是原图，不让原图的特征丢失\n",
    "                    if seed_1 == 0 :\n",
    "                        out = self.color_transform(image)\n",
    "                        out = self.rotate(out)\n",
    "                    else :\n",
    "                        out = image\n",
    "                    out = np.array(out,dtype='float32')/255\n",
    "                    out = np.transpose(out,(2,0,1))\n",
    "                    y = np.array(self.image_label.iloc[i],dtype='int64')\n",
    "                    yield out , y\n",
    "\n",
    "            elif self.mode =='valid':\n",
    "                out = image\n",
    "                out = np.array(out,dtype='float32')/255\n",
    "                out = np.transpose(out,(2,0,1))\n",
    "                y = np.array(self.image_label.iloc[i],dtype='int64')\n",
    "                yield out , y\n",
    "\n",
    "            elif self.mode == 'test':\n",
    "                out = image\n",
    "                out = np.array(out,dtype='float32')/255\n",
    "                out = np.transpose(out,(2,0,1))\n",
    "                yield out\n",
    "\n",
    "            else :\n",
    "                print('请输入正确的模式[''train'',''test'',''valid'']')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "test_1 = dataset_1(train,start=1,end=len(train),mode='train',rotate=rotate,color_transform=color_transform)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "outputs": [],
   "source": [
    "test_2 = S_data(train, start=1, end=10, mode='train', rotate=rotate, color_transform=color_transform, span_size=5)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "45\n"
     ]
    }
   ],
   "source": [
    "cnt = 0\n",
    "for x,y in test_2:\n",
    "    cnt += 1\n",
    "print(cnt)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for x,y in test_1:\n",
    "    plt.imshow(x.transpose(1,2,0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11    180\n",
       "9     180\n",
       "7     180\n",
       "5     180\n",
       "3     180\n",
       "1     180\n",
       "10    180\n",
       "8     180\n",
       "6     180\n",
       "4     180\n",
       "2     180\n",
       "0     180\n",
       "Name: 1, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train[1].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'train' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m",
      "\u001B[1;31mNameError\u001B[0m                                 Traceback (most recent call last)",
      "\u001B[1;32m~\\AppData\\Local\\Temp\\ipykernel_20660\\1593605168.py\u001B[0m in \u001B[0;36m<module>\u001B[1;34m\u001B[0m\n\u001B[0;32m      1\u001B[0m \u001B[1;31m#拆分数据集\u001B[0m\u001B[1;33m\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0;32m      2\u001B[0m \u001B[1;32mfrom\u001B[0m \u001B[0msklearn\u001B[0m\u001B[1;33m.\u001B[0m\u001B[0mmodel_selection\u001B[0m \u001B[1;32mimport\u001B[0m \u001B[0mtrain_test_split\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[1;32m----> 3\u001B[1;33m \u001B[0mtrain_d\u001B[0m\u001B[1;33m,\u001B[0m\u001B[0mvalid_d\u001B[0m \u001B[1;33m=\u001B[0m \u001B[0mtrain_test_split\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mtrain\u001B[0m\u001B[1;33m,\u001B[0m\u001B[0mtest_size\u001B[0m \u001B[1;33m=\u001B[0m \u001B[1;36m0.1\u001B[0m\u001B[1;33m,\u001B[0m\u001B[0mstratify\u001B[0m \u001B[1;33m=\u001B[0m \u001B[0mtrain\u001B[0m\u001B[1;33m[\u001B[0m\u001B[1;36m1\u001B[0m\u001B[1;33m]\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n\u001B[0m\u001B[0;32m      4\u001B[0m \u001B[0mtype\u001B[0m\u001B[1;33m(\u001B[0m\u001B[0mtrain_d\u001B[0m\u001B[1;33m)\u001B[0m\u001B[1;33m\u001B[0m\u001B[0m\n",
      "\u001B[1;31mNameError\u001B[0m: name 'train' is not defined"
     ]
    }
   ],
   "source": [
    "#拆分数据集\n",
    "from sklearn.model_selection import train_test_split\n",
    "train_d,valid_d = train_test_split(train,test_size = 0.1,stratify = train[1])\n",
    "type(train_d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11    162\n",
       "10    162\n",
       "9     162\n",
       "8     162\n",
       "7     162\n",
       "6     162\n",
       "5     162\n",
       "4     162\n",
       "3     162\n",
       "2     162\n",
       "1     162\n",
       "0     162\n",
       "Name: 1, dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_d[1].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "train_ds = dataset_1(train_d,start=0,end = len(train_d),mode='train',rotate=rotate,color_transform=color_transform)\n",
    "valid_ds = dataset_1(valid_d,start=0,end = len(valid_d),mode='valid',rotate=rotate,color_transform=color_transform)\n",
    "test_ds = dataset_1(test,start=0,end = len(test),mode='test',rotate=rotate,color_transform=color_transform)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "train_data_loader = paddle.io.DataLoader(train_ds,batch_size=12,shuffle=False,drop_last=True)\n",
    "valid_data_loader = paddle.io.DataLoader(valid_ds,batch_size=12,shuffle=False,drop_last=False)\n",
    "test_data_loader = paddle.io.DataLoader(test_ds,batch_size=12,shuffle=False,drop_last=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 测试能否跑通\n",
    "for batch_id ,x in enumerate(train_data_loader):\n",
    "    print(batch_id)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#定义网络结构\r\n",
    "class NET_1(paddle.nn.Layer):\r\n",
    "    def __init__(self):\r\n",
    "        super(NET_1,self).__init__()\r\n",
    "        self.conv1 = paddle.nn.Conv2D(in_channels=3,out_channels=6,kernel_size=3,stride=1)   \r\n",
    "        self.conv2 = paddle.nn.Conv2D(in_channels=6,out_channels=1,kernel_size=3,stride=1)   \r\n",
    "        self.pool = paddle.nn.MaxPool2D(kernel_size=2)\r\n",
    "        self.fc1 = paddle.nn.Linear(in_features=2304,out_features=256)\r\n",
    "        self.fc2 = paddle.nn.Linear(in_features=256,out_features=12)\r\n",
    "        self.drop = paddle.nn.Dropout(0.2)\r\n",
    "    def forward(self,x):\r\n",
    "        out = self.conv1(x)\r\n",
    "        out = self.pool(out)\r\n",
    "        out = paddle.nn.functional.relu(out)\r\n",
    "\r\n",
    "        out = self.conv2(out)\r\n",
    "        out = self.pool(out)\r\n",
    "        out = paddle.nn.functional.relu(out)\r\n",
    "        \r\n",
    "        out = paddle.flatten(out,start_axis=1)\r\n",
    "        out = self.drop(out)\r\n",
    "\r\n",
    "        out = self.fc1(out)\r\n",
    "        out = paddle.nn.functional.relu(out)\r\n",
    "        out = self.drop(out)\r\n",
    "       \r\n",
    "\r\n",
    "        out = self.fc2(out)\r\n",
    "        out = paddle.nn.functional.softmax(out,axis=1)\r\n",
    "\r\n",
    "        return out\r\n",
    "\r\n",
    "# model = NET_1()\r\n",
    "\r\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "W0426 20:23:23.627089  2271 device_context.cc:404] Please NOTE: device: 0, GPU Compute Capability: 7.0, Driver API Version: 11.0, Runtime API Version: 10.1\n",
      "W0426 20:23:23.632120  2271 device_context.cc:422] device: 0, cuDNN Version: 7.6.\n"
     ]
    }
   ],
   "source": [
    "model = paddle.vision.models.resnet152(pretrained=True,num_classes=12)   #加载预训练参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "epochs = 15\r\n",
    "learning_rate = 5e-5\r\n",
    "optim = paddle.optimizer.Adam(learning_rate=learning_rate,parameters=model.parameters())\r\n",
    "loss_func = paddle.nn.loss.CrossEntropyLoss()\r\n",
    "metric_func = paddle.metric.Accuracy()\r\n",
    "\r\n",
    "loss_list = []\r\n",
    "acc_list = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#定义验证函数\r\n",
    "def evaluate(model,loss_func,metric_func,valid_data_loader):\r\n",
    "    model.eval()\r\n",
    "    metric_func.reset()\r\n",
    "    loss_1 = []\r\n",
    "    for batch_id ,(x,y) in enumerate(valid_data_loader):\r\n",
    "        logits = model(x)\r\n",
    "        loss = loss_func(logits,y)\r\n",
    "        loss_1.append(loss.numpy()[0])\r\n",
    "\r\n",
    "        correct = metric_func.compute(logits,y)\r\n",
    "        metric_func.update(correct)\r\n",
    "        acc = metric_func.accumulate()\r\n",
    "    print(f'********eval_result********loss:{np.mean(loss_1)},acc:{acc}********')\r\n",
    "    model.train()\r\n",
    "    metric_func.reset()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch:1,batch:0,loss:2.495112419128418,acc:0.16666666666666666\n",
      "epoch:1,batch:50,loss:1.0075032711029053,acc:0.4624183006535948\n",
      "epoch:1,batch:100,loss:1.0741339921951294,acc:0.5965346534653465\n",
      "epoch:1,batch:150,loss:1.1465730667114258,acc:0.6368653421633554\n",
      "epoch:2,batch:0,loss:0.46021729707717896,acc:0.6451942740286298\n",
      "epoch:2,batch:50,loss:0.20427818596363068,acc:0.67018779342723\n",
      "epoch:2,batch:100,loss:0.4901806712150574,acc:0.6980354879594424\n",
      "epoch:2,batch:150,loss:0.7229857444763184,acc:0.718583599574015\n",
      "epoch:3,batch:0,loss:0.33850589394569397,acc:0.7223076923076923\n",
      "epoch:3,batch:50,loss:0.6509948968887329,acc:0.7342222222222222\n",
      "epoch:3,batch:100,loss:0.3521249294281006,acc:0.7484313725490196\n",
      "epoch:3,batch:150,loss:0.59793621301651,acc:0.761578947368421\n",
      "epoch:4,batch:0,loss:0.44874605536460876,acc:0.7631759069130732\n",
      "epoch:4,batch:50,loss:0.16261357069015503,acc:0.7726567349472377\n",
      "epoch:4,batch:100,loss:0.3647885322570801,acc:0.7816581487791028\n",
      "epoch:4,batch:150,loss:0.22124452888965607,acc:0.7914704343275771\n",
      "epoch:5,batch:0,loss:0.16633270680904388,acc:0.7922444786851567\n",
      "epoch:5,batch:50,loss:0.12545892596244812,acc:0.797925608011445\n",
      "epoch:5,batch:100,loss:0.45961183309555054,acc:0.806186025812194\n",
      "epoch:5,batch:150,loss:0.31318747997283936,acc:0.8126825198164372\n",
      "epoch:6,batch:0,loss:0.6557374596595764,acc:0.8130908343608714\n",
      "epoch:6,batch:50,loss:0.03203732520341873,acc:0.8183313975996903\n",
      "epoch:6,batch:100,loss:0.19603270292282104,acc:0.8222649103549213\n",
      "epoch:6,batch:150,loss:0.18586869537830353,acc:0.8278702740201179\n",
      "epoch:7,batch:0,loss:0.22438454627990723,acc:0.828708461801987\n",
      "epoch:7,batch:50,loss:0.05480823665857315,acc:0.8335777126099707\n",
      "epoch:7,batch:100,loss:0.3922139108181,acc:0.8369835352593973\n",
      "epoch:7,batch:150,loss:0.09077954292297363,acc:0.8409023449094687\n",
      "epoch:8,batch:0,loss:0.008424561470746994,acc:0.8413362701908957\n",
      "epoch:8,batch:50,loss:0.3046410083770752,acc:0.8446554149085794\n",
      "epoch:8,batch:100,loss:0.06557682901620865,acc:0.848582995951417\n",
      "epoch:8,batch:150,loss:0.0918087586760521,acc:0.8523994811932555\n",
      "epoch:9,batch:0,loss:0.1341736912727356,acc:0.8529298380878951\n",
      "epoch:9,batch:50,loss:0.18766115605831146,acc:0.8559762435040832\n",
      "epoch:9,batch:100,loss:0.1570926308631897,acc:0.8583870198043426\n",
      "epoch:9,batch:150,loss:0.7231683135032654,acc:0.861322275973278\n",
      "epoch:10,batch:0,loss:0.024172432720661163,acc:0.8618917066483893\n",
      "epoch:10,batch:50,loss:0.024396665394306183,acc:0.8646454605699139\n",
      "epoch:10,batch:100,loss:0.26558995246887207,acc:0.8672760316442164\n",
      "epoch:10,batch:150,loss:0.06136106699705124,acc:0.869276983633727\n",
      "********eval_result********loss:0.47975409030914307,acc:0.8796296296296297********\n",
      "epoch:11,batch:0,loss:0.06581832468509674,acc:1.0\n",
      "epoch:11,batch:50,loss:0.11137457191944122,acc:0.9362745098039216\n",
      "epoch:11,batch:100,loss:0.14485624432563782,acc:0.9471947194719472\n",
      "epoch:11,batch:150,loss:0.02962377667427063,acc:0.9442604856512141\n",
      "********eval_result********loss:0.5083442330360413,acc:0.8796296296296297********\n",
      "epoch:12,batch:0,loss:0.0067504215985536575,acc:1.0\n",
      "epoch:12,batch:50,loss:0.010818514041602612,acc:0.9411764705882353\n",
      "epoch:12,batch:100,loss:0.058444757014513016,acc:0.9463696369636964\n",
      "epoch:12,batch:150,loss:0.3538576364517212,acc:0.9464679911699779\n",
      "********eval_result********loss:0.4299701452255249,acc:0.8564814814814815********\n",
      "epoch:13,batch:0,loss:0.06553063541650772,acc:1.0\n",
      "epoch:13,batch:50,loss:0.032708242535591125,acc:0.9526143790849673\n",
      "epoch:13,batch:100,loss:0.03528616204857826,acc:0.9595709570957096\n",
      "epoch:13,batch:150,loss:0.031673602759838104,acc:0.9597130242825607\n",
      "********eval_result********loss:0.38581395149230957,acc:0.8981481481481481********\n",
      "epoch:14,batch:0,loss:0.014372157864272594,acc:1.0\n",
      "epoch:14,batch:50,loss:0.05149618536233902,acc:0.9738562091503268\n",
      "epoch:14,batch:100,loss:0.09428872168064117,acc:0.9793729372937293\n",
      "epoch:14,batch:150,loss:0.06981782615184784,acc:0.9773730684326711\n",
      "********eval_result********loss:0.4204310178756714,acc:0.8842592592592593********\n",
      "epoch:15,batch:0,loss:0.02063087746500969,acc:1.0\n",
      "epoch:15,batch:50,loss:0.0732688382267952,acc:0.9787581699346405\n",
      "epoch:15,batch:100,loss:0.1345140039920807,acc:0.9752475247524752\n",
      "epoch:15,batch:150,loss:0.10264097154140472,acc:0.9746136865342163\n",
      "********eval_result********loss:0.26357805728912354,acc:0.9212962962962963********\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.train()\r\n",
    "for epoch in range(epochs):\r\n",
    "    '''\r\n",
    "    \r\n",
    "    if epoch < 4:\r\n",
    "        optim = paddle.optimizer.Adam(learning_rate=5e-5,parameters=model.parameters())\r\n",
    "    elif epoch < 6:\r\n",
    "        optim = paddle.optimizer.Adam(learning_rate=5e-7,parameters=model.parameters())\r\n",
    "    elif epoch < 8:\r\n",
    "        optim = paddle.optimizer.Adam(learning_rate=5e-9,parameters=model.parameters())\r\n",
    "    elif epoch < 11:\r\n",
    "        optim = paddle.optimizer.Adam(learning_rate=5e-10,parameters=model.parameters())\r\n",
    "    elif epoch < 13:\r\n",
    "        optim = paddle.optimizer.Adam(learning_rate=5e-11,parameters=model.parameters())\r\n",
    "    else:\r\n",
    "        optim = paddle.optimizer.Adam(learning_rate=5e-12,parameters=model.parameters())\r\n",
    "    '''\r\n",
    "    if epoch < 6:\r\n",
    "        optim = paddle.optimizer.Adam(learning_rate=5e-5,parameters=model.parameters())\r\n",
    "    elif epoch <12:\r\n",
    "        optim = paddle.optimizer.Adam(learning_rate=5e-5,parameters=model.parameters())\r\n",
    "    else:\r\n",
    "        optim = paddle.optimizer.SGD(learning_rate=0.01,parameters=model.parameters())\r\n",
    "    \r\n",
    "\r\n",
    "    for batch_id ,(x,y) in enumerate(train_data_loader):\r\n",
    "        logits = model(x)\r\n",
    "        loss = loss_func(logits,y)\r\n",
    "        loss_list.append(loss.numpy()[0])\r\n",
    "\r\n",
    "        correct = metric_func.compute(logits,y)\r\n",
    "        metric_func.update(correct)\r\n",
    "        acc = metric_func.accumulate()\r\n",
    "        acc_list.append(acc)\r\n",
    "\r\n",
    "        loss.backward()\r\n",
    "        optim.step()\r\n",
    "        optim.clear_grad()\r\n",
    "\r\n",
    "        if batch_id%50 == 0:\r\n",
    "            print(f'epoch:{epoch+1},batch:{batch_id},loss:{loss.numpy()[0]},acc:{acc}')\r\n",
    "    #一个epoch验证一次\r\n",
    "    if epoch > 8:\r\n",
    "        evaluate(model,loss_func,metric_func,valid_data_loader)\r\n",
    "\r\n",
    "\r\n",
    "#绘制训练曲线\r\n",
    "plt.figure(figsize=(20,10))\r\n",
    "plt.subplot(121)\r\n",
    "plt.plot(loss_list,label = 'loss')\r\n",
    "plt.legend()\r\n",
    "plt.title('loss')\r\n",
    "plt.subplot(122)\r\n",
    "plt.plot(acc_list,label = 'acc')\r\n",
    "plt.legend()\r\n",
    "plt.title('acc')\r\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "********eval_result********loss:0.26357805728912354,acc:0.9212962962962963********\n"
     ]
    }
   ],
   "source": [
    "evaluate(model,loss_func,metric_func,valid_data_loader)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#定义预测函数\r\n",
    "def predict_all(model,test_data_loader):\r\n",
    "    model.eval()\r\n",
    "    result = []\r\n",
    "    for batch_id ,x in enumerate(test_data_loader):\r\n",
    "        logits = model(x)\r\n",
    "        y_pre = logits.numpy().argmax(axis=1).reshape(1,-1)[0]\r\n",
    "        result.extend(y_pre)\r\n",
    "    return np.array(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#将测试集的图片也转换为路径\r\n",
    "test_path = r'cat_12_test'\r\n",
    "test_dir_name = os.listdir(test_path)\r\n",
    "with open(r'data/data10954/test_list.txt','w') as f:\r\n",
    "    for name in test_dir_name:\r\n",
    "        #adress_1 = os.path.join(test_path,name)\r\n",
    "        adress_1 = name\r\n",
    "        f.write(adress_1+'\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "test_data = pd.read_csv('data/data10954/test_list.txt',header=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Detect dataset only contains single fileds, return format changed since Paddle 2.1. In Paddle <= 2.0, DataLoader add a list surround output data(e.g. return [data]), and in Paddle >= 2.1, DataLoader return the single filed directly (e.g. return data). For example, in following code: \n",
      "\n",
      "import numpy as np\n",
      "from paddle.io import DataLoader, Dataset\n",
      "\n",
      "class RandomDataset(Dataset):\n",
      "    def __getitem__(self, idx):\n",
      "        data = np.random.random((2, 3)).astype('float32')\n",
      "\n",
      "        return data\n",
      "\n",
      "    def __len__(self):\n",
      "        return 10\n",
      "\n",
      "dataset = RandomDataset()\n",
      "loader = DataLoader(dataset, batch_size=1)\n",
      "data = next(loader())\n",
      "\n",
      "In Paddle <= 2.0, data is in format '[Tensor(shape=(1, 2, 3), dtype=float32)]', and in Paddle >= 2.1, data is in format 'Tensor(shape=(1, 2, 3), dtype=float32)'\n",
      "\n"
     ]
    }
   ],
   "source": [
    "y_pre = predict_all(model,test_data_loader)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1     22\n",
       "9     21\n",
       "2     21\n",
       "0     21\n",
       "11    20\n",
       "8     20\n",
       "5     20\n",
       "4     20\n",
       "3     20\n",
       "10    19\n",
       "7     19\n",
       "6     17\n",
       "dtype: int64"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Series(y_pre).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "test_data['value']=y_pre\r\n",
    "test_data.to_csv('result.csv',header=False,index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "请点击[此处](https://ai.baidu.com/docs#/AIStudio_Project_Notebook/a38e5576)查看本环境基本用法.  <br>\n",
    "Please click [here ](https://ai.baidu.com/docs#/AIStudio_Project_Notebook/a38e5576) for more detailed instructions. "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "python3",
   "language": "python",
   "display_name": "Python 3 (ipykernel)"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
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